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        AUTHOR = "Bu, F.J. and Gharajeh, M.S.",
        TITLE = "Intelligent and vision-based fire detection systems: A survey",
        JOURNAL = IVC,
        VOLUME = "91",
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@article{bb212101,
        AUTHOR = "Yuan, F.N. and Zhang, L. and Xia, X. and Huang, Q.H. and Li, X.L.",
        TITLE = "A Gated Recurrent Network With Dual Classification Assistance for
Smoke Semantic Segmentation",
        JOURNAL = IP,
        VOLUME = "30",
        YEAR = "2021",
        PAGES = "4409-4422",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207440"}

@article{bb212102,
        AUTHOR = "Frizzi, S. and Bouchouicha, M. and Ginoux, J.M. and Moreau, E. and Sayadi, M.",
        TITLE = "Convolutional neural network for smoke and fire semantic segmentation",
        JOURNAL = IET-IPR,
        VOLUME = "15",
        YEAR = "2021",
        NUMBER = "3",
        PAGES = "634-647",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207441"}

@article{bb212103,
        AUTHOR = "Wilk Jakubowski, J. and Stawczyk, P. and Ivanov, S. and Stankov, S.",
        TITLE = "The using of deep neural networks and natural mechanisms of acoustic
wave propagation for extinguishing flames",
        JOURNAL = IJCVR,
        VOLUME = "12",
        YEAR = "2022",
        NUMBER = "2",
        PAGES = "101-119",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207442"}

@article{bb212104,
        AUTHOR = "Dou, Z.F. and Ma, X.K. and Xie, X.H. and Liu, H. and Guo, C.B.",
        TITLE = "A hybrid method of detecting flame from video stream",
        JOURNAL = IET-IPR,
        VOLUME = "16",
        YEAR = "2022",
        NUMBER = "11",
        PAGES = "2937-2946",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207443"}

@article{bb212105,
        AUTHOR = "Yar, H. and Hussain, T. and Agarwal, M. and Khan, Z.A. and Gupta, S.K. and Baik, S.W.",
        TITLE = "Optimized Dual Fire Attention Network and Medium-Scale Fire
Classification Benchmark",
        JOURNAL = IP,
        VOLUME = "31",
        YEAR = "2022",
        PAGES = "6331-6343",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207444"}

@article{bb212106,
        AUTHOR = "Khan, Z.A. and Ullah, F.U.M. and Yar, H. and Ullah, W. and Khan, N. and Kim, M.J. and Baik, S.W.",
        TITLE = "Optimized cross-module attention network and medium-scale dataset for
effective fire detection",
        JOURNAL = PR,
        VOLUME = "161",
        YEAR = "2025",
        PAGES = "111273",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207445"}

@article{bb212107,
        AUTHOR = "Wu, Y.M. and Cen, L.H. and Kan, S.C. and Xie, Y.F.",
        TITLE = "Multi-layer capsule network with joint dynamic routing for fire
recognition",
        JOURNAL = IVC,
        VOLUME = "139",
        YEAR = "2023",
        PAGES = "104825",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207446"}

@article{bb212108,
        AUTHOR = "Muhammad, K. and Ullah, H. and Khan, S. and Hijji, M. and Lloret, J.",
        TITLE = "Efficient Fire Segmentation for Internet-of-Things-Assisted
Intelligent Transportation Systems",
        JOURNAL = ITS,
        VOLUME = "24",
        YEAR = "2023",
        NUMBER = "11",
        MONTH = "November",
        PAGES = "13141-13150",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207447"}

@article{bb212109,
        AUTHOR = "Yar, H. and Ullah, W. and Ahmad Khan, Z. and Wook Baik, S.",
        TITLE = "An Effective Attention-based CNN Model for Fire Detection in Adverse
Weather Conditions",
        JOURNAL = PandRS,
        VOLUME = "206",
        YEAR = "2023",
        PAGES = "335-346",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207448"}

@article{bb212110,
        AUTHOR = "Giwa, O. and Benkrid, A.",
        TITLE = "A new flame-based colour space for efficient fire detection",
        JOURNAL = IET-IPR,
        VOLUME = "18",
        YEAR = "2024",
        NUMBER = "5",
        PAGES = "1229-1244",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207449"}

@article{bb212111,
        AUTHOR = "Yar, H. and Khan, Z.A. and Rida, I. and Ullah, W. and Kim, M.J. and Baik, S.W.",
        TITLE = "An efficient deep learning architecture for effective fire detection
in smart surveillance",
        JOURNAL = IVC,
        VOLUME = "145",
        YEAR = "2024",
        PAGES = "104989",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207450"}

@article{bb212112,
        AUTHOR = "Kang, Z.P. and Liao, Y.R. and Yang, X.Y. and Li, Z.M.",
        TITLE = "Enhancing FTIR Spectral Feature Construction for Aero-Engine Hot Jet
Remote Sensing via Integrated Peak Refinement and Higher-Order
Statistical Fusion",
        JOURNAL = RS,
        VOLUME = "17",
        YEAR = "2025",
        NUMBER = "13",
        PAGES = "2185",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207451"}

@inproceedings{bb212113,
        AUTHOR = "Zhang, T. and Dick, R.P.",
        TITLE = "A Context-Oriented Multi-Scale Neural Network for Fire Segmentation",
        BOOKTITLE = ICIP24,
        YEAR = "2024",
        PAGES = "1343-1349",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207452"}

@inproceedings{bb212114,
        AUTHOR = "Ivanov, S. and Stankov, S.",
        TITLE = "Acoustic Extinguishing of Flames Detected By Deep Neural Networks In
Embedded Systems",
        BOOKTITLE = SmartCityApp21,
        YEAR = "2021",
        PAGES = "307-312",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207453"}

@inproceedings{bb212115,
        AUTHOR = "Verlekar, T.T. and Bernardino, A.",
        TITLE = "Video Based Fire Detection Using Xception and Conv-LSTM",
        BOOKTITLE = ISVC20,
        YEAR = "2020",
        PAGES = "II:277-285",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207454"}

@inproceedings{bb212116,
        AUTHOR = "Wang, S. and Yu, F. and Zhou, C. and Jiang, M.",
        TITLE = "Straw Burning Detection Method Based on Improved Frame Difference
Method and Deep Learning",
        BOOKTITLE = ICIVC20,
        YEAR = "2020",
        PAGES = "29-33",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207455"}

@inproceedings{bb212117,
        AUTHOR = "Mlich, J. and Koplik, K. and Hradis, M. and Zemcik, P.",
        TITLE = "Fire Segmentation in Still Images",
        BOOKTITLE = ACIVS20,
        YEAR = "2020",
        PAGES = "27-37",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207456"}

@inproceedings{bb212118,
        AUTHOR = "Barmpoutis, P. and Stathaki, T.",
        TITLE = "A Novel Framework for Early Fire Detection Using Terrestrial and Aerial
360-degree Images",
        BOOKTITLE = ACIVS20,
        YEAR = "2020",
        PAGES = "63-74",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207457"}

@inproceedings{bb212119,
        AUTHOR = "Lehr, J. and Gerson, C. and Ajami, M. and Kruger, J.",
        TITLE = "Development of a Fire Detection Based on the Analysis of Video Data by
Means of Convolutional Neural Networks",
        BOOKTITLE = IbPRIA19,
        YEAR = "2019",
        PAGES = "II:497-507",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207458"}

@inproceedings{bb212120,
        AUTHOR = "Soszynska, A.",
        TITLE = "FireBIRD Mission Data for Gas Flaring Analysis",
        BOOKTITLE = "PSIVTWS17",
        YEAR = "2017",
        PAGES = "369-381",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207459"}

@inproceedings{bb212121,
        AUTHOR = "Avgerinakis, K. and Giannakeris, P. and Briassouli, A. and Karakostas, A. and Vrochidis, S. and Kompatsiaris, I.",
        TITLE = "LBP-Flow and Hybrid Encoding for Real-Time Water and Fire
Classification",
        BOOKTITLE = MSF17,
        YEAR = "2017",
        PAGES = "412-418",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207460"}

@inproceedings{bb212122,
        AUTHOR = "Wattanachote, K. and Lin, Z.H. and Jiang, M.C. and Li, L.W. and Wang, G.L. and Liu, W.Y.",
        TITLE = "Fire and Smoke Dynamic Textures Characterization by Applying
Periodicity Index Based on Motion Features",
        BOOKTITLE = CVS17,
        YEAR = "2017",
        PAGES = "507-517",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207461"}

@inproceedings{bb212123,
        AUTHOR = "Shi, L. and Shi, F.F. and Wang, T. and Bu, L.P. and Hou, X.G.",
        TITLE = "A new fire detection method based on the centroid variety of
consecutive frames",
        BOOKTITLE = ICIVC17,
        YEAR = "2017",
        PAGES = "437-442",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207462"}

@inproceedings{bb212124,
        AUTHOR = "Li, S.Q. and Liu, W. and Ma, H.D. and Fu, H.Y.",
        TITLE = "Multi-attribute Based Fire Detection in Diverse Surveillance Videos",
        BOOKTITLE = MMMod17,
        YEAR = "2017",
        PAGES = "I: 238-250",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207463"}

@inproceedings{bb212125,
        AUTHOR = "Choi, J.W. and Choi, J.Y.",
        TITLE = "An Integrated Framework for 24-hours Fire Detection",
        BOOKTITLE = ACVR16,
        YEAR = "2016",
        PAGES = "II: 463-479",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207464"}

@inproceedings{bb212126,
        AUTHOR = "Choi, J.W. and Choi, J.Y.",
        TITLE = "Patch-based fire detection with online outlier learning",
        BOOKTITLE = AVSS15,
        YEAR = "2015",
        PAGES = "1-6",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207465"}

@inproceedings{bb212127,
        AUTHOR = "di Lascio, R. and Greco, A. and Saggese, A. and Vento, M.",
        TITLE = "Improving Fire Detection Reliability by a Combination of Videoanalytics",
        BOOKTITLE = ICIAR14,
        YEAR = "2014",
        PAGES = "I: 477-484",
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@inproceedings{bb212128,
        AUTHOR = "Wang, H.C. and Finn, A. and Erdinc, O. and Vincitore, A.",
        TITLE = "Spatial-temporal structural and dynamics features for Video Fire
Detection",
        BOOKTITLE = WACV13,
        YEAR = "2013",
        PAGES = "513-519",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207467"}

@inproceedings{bb212129,
        AUTHOR = "Morerio, P. and Marcenaro, L. and Regazzoni, C.S. and Gera, G.",
        TITLE = "Early fire and smoke detection based on colour features and motion
analysis",
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        YEAR = "2012",
        PAGES = "1041-1044",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207468"}

@inproceedings{bb212130,
        AUTHOR = "Ravichandran, A. and Soatto, S.",
        TITLE = "Long-Range Spatio-Temporal Modeling of Video with Application to Fire
Detection",
        BOOKTITLE = ECCV12,
        YEAR = "2012",
        PAGES = "II: 329-342",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207469"}

@inproceedings{bb212131,
        AUTHOR = "Collumeau, J.F. and Laurent, H. and Hafiane, A. and Chetehouna, K.",
        TITLE = "Fire scene segmentations for forest fire characterization:
A comparative study",
        BOOKTITLE = ICIP11,
        YEAR = "2011",
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@inproceedings{bb212132,
        AUTHOR = "Dunnings, A.J. and Breckon, T.P.",
        TITLE = "Experimentally Defined Convolutional Neural Network Architecture
Variants for Non-Temporal Real-Time Fire Detection",
        BOOKTITLE = ICIP18,
        YEAR = "2018",
        PAGES = "1558-1562",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207471"}

@inproceedings{bb212133,
        AUTHOR = "Chenebert, A. and Breckon, T.P. and Gaszczak, A.",
        TITLE = "A non-temporal texture driven approach to real-time fire detection",
        BOOKTITLE = ICIP11,
        YEAR = "2011",
        PAGES = "1741-1744",
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@inproceedings{bb212134,
        AUTHOR = "Arias, L. and Torres, S.",
        TITLE = "On the Flame Spectrum Recovery by Using a Low-Spectral Resolution
Sensor",
        BOOKTITLE = CIARP11,
        YEAR = "2011",
        PAGES = "256-263",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207473"}

@inproceedings{bb212135,
        AUTHOR = "Molinier, T. and Rossi, L. and Akhloufi, M. and Tison, Y.",
        TITLE = "Stereovision based algorithm for measuring fire spreading
characteristics",
        BOOKTITLE = EUVIP10,
        YEAR = "2010",
        PAGES = "82-85",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207474"}

@inproceedings{bb212136,
        AUTHOR = "Qiu, T. and Yan, Y. and Lu, G.",
        TITLE = "Watershed Transformation Based Identification of the Combustion Region
in an Oxy-coal Flame Image",
        BOOKTITLE = ICIG11,
        YEAR = "2011",
        PAGES = "152-156",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207475"}

@inproceedings{bb212137,
        AUTHOR = "Qiu, T. and Yan, Y. and Lu, G.",
        TITLE = "A Medial Axis Extraction Algorithm for the Processing of Combustion
Flame Images",
        BOOKTITLE = ICIG11,
        YEAR = "2011",
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@inproceedings{bb212138,
        AUTHOR = "Wirth, M. and Zaremba, R.",
        TITLE = "Flame Region Detection Based on Histogram Backprojection",
        BOOKTITLE = CRV10,
        YEAR = "2010",
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@inproceedings{bb212139,
        AUTHOR = "van Hamme, D. and Veelaert, P. and Philips, W. and Teelen, K.",
        TITLE = "Fire Detection in Color Images Using Markov Random Fields",
        BOOKTITLE = ACIVS10,
        YEAR = "2010",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207478"}

@inproceedings{bb212140,
        AUTHOR = "Kolesov, I. and Karasev, P. and Tannenbaum, A. and Haber, E.",
        TITLE = "Fire and smoke detection in video with optimal mass transport based
optical flow and neural networks",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207479"}

@inproceedings{bb212141,
        AUTHOR = "Ham, S.J. and Ko, B.C. and Nam, J.Y.",
        TITLE = "Fire-Flame Detection Based on Fuzzy Finite Automation",
        BOOKTITLE = ICPR10,
        YEAR = "2010",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207480"}

@inproceedings{bb212142,
        AUTHOR = "Rossi, L. and Molinier, T. and Akhloufi, M. and Tison, Y.",
        TITLE = "Measurement of laboratory fire spread experiments by stereovision",
        BOOKTITLE = IPTA10,
        YEAR = "2010",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207481"}

@inproceedings{bb212143,
        AUTHOR = "Gao, X.T. and Ma, X.H.",
        TITLE = "Simulation of fire based on improved particle system and texture
rendering",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207482"}

@inproceedings{bb212144,
        AUTHOR = "Luo, Q.J. and Han, N. and Kan, J.M. and Wang, Z.",
        TITLE = "Effective Dynamic Object Detecting for Video-Based Forest Fire Smog
Recognition",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207483"}

@inproceedings{bb212145,
        AUTHOR = "Xiao, J. and Li, J. and Zhang, J.G.",
        TITLE = "The Identification of Forest Fire Based on Digital Image Processing",
        BOOKTITLE = CISP09,
        YEAR = "2009",
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@inproceedings{bb212146,
        AUTHOR = "Hou, J. and Qian, J. and Zhao, Z.Z. and Pan, P. and Zhang, W.J.",
        TITLE = "Fire Detection Algorithms in Video Images for High and Large-Span Space
Structures",
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        YEAR = "2009",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747fir1.html#TT207485"}

@inproceedings{bb212147,
        AUTHOR = "Akhloufi, M.A. and Rossi, L. and Abdelhadi, L. and Tison, Y.",
        TITLE = "Dynamic fire modeling in Three-dimensional space",
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@inproceedings{bb212148,
        AUTHOR = "Han, D.I. and Lee, B.M.",
        TITLE = "Development of Early Tunnel Fire Detection Algorithm Using the Image
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        BOOKTITLE = ICPR04,
        YEAR = "2004",
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        TITLE = "Combustion Analysis by Image Processing of Premixed Flames",
        BOOKTITLE = ICIP00,
        YEAR = "2000",
        PAGES = "Vol II: 708-711",
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@inproceedings{bb212153,
        AUTHOR = "Healey, G. and Slater, D.A. and Lin, T. and Drda, B. and Goedeke, A.D.",
        TITLE = "A System for Real-Time Fire Detection",
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@article{bb212154,
        AUTHOR = "Yuan, F.N.",
        TITLE = "A fast accumulative motion orientation model based on integral image
for video smoke detection",
        JOURNAL = PRL,
        VOLUME = "29",
        YEAR = "2008",
        NUMBER = "7",
        MONTH = "May",
        PAGES = "925-932",
        BIBSOURCE = "http://www.visionbib.com/bibliography/motion-f747smok1.html#TT207493"}

@article{bb212155,
        AUTHOR = "Calderara, S. and Piccinini, P. and Cucchiara, R.",
        TITLE = "Vision based smoke detection system using image energy and color
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        YEAR = "2011",
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@inproceedings{bb212156,
        AUTHOR = "Calderara, S. and Piccinini, P. and Cucchiara, R.",
        TITLE = "Smoke Detection in Video Surveillance:
A MoG Model in the Wavelet Domain",
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        YEAR = "2008",
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@inproceedings{bb212157,
        AUTHOR = "Piccinini, P. and Calderara, S. and Cucchiara, R.",
        TITLE = "Reliable smoke detection in the domains of image energy and color",
        BOOKTITLE = ICIP08,
        YEAR = "2008",
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@inproceedings{bb212158,
        AUTHOR = "Vezzani, R. and Calderara, S. and Piccinini, P. and Cucchiara, R.",
        TITLE = "Smoke detection in video surveillance:
The use of ViSOR (video surveillance on-line repository)",
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        YEAR = "2008",
        PAGES = "289-298",
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@article{bb212159,
        AUTHOR = "Zhao, T. and Ackerman, S. and Guo, W.",
        TITLE = "Dust and Smoke Detection for Multi-Channel Imagers",
        JOURNAL = RS,
        VOLUME = "2",
        YEAR = "2010",
        NUMBER = "10",
        MONTH = "October",
        PAGES = "2347-2368",
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@article{bb212165,
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